The main messages are:If you have maths intensive tasks, the Numba compiler can speed things up by factors of up to 500, but only if you use the right data types.Transferring large arrays from Excel via Pyxll is much faster than reading from Excel in Python.There are significant differences in the data types depending on whether you use a Pyxll data type, or read an Excel range directly from Python.